Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 5811 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 266.8 KiB |
| Average record size in memory | 47.0 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 1 |
AQI is highly overall correlated with HealthImpactScore | High correlation |
HealthImpactClass is highly overall correlated with HealthImpactScore | High correlation |
HealthImpactScore is highly overall correlated with AQI and 1 other fields | High correlation |
HealthImpactClass is highly imbalanced (60.1%) | Imbalance |
PM10 has unique values | Unique |
NO2 has unique values | Unique |
SO2 has unique values | Unique |
Humidity has unique values | Unique |
HospitalAdmissions has 772 (13.3%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-29 15:11:48.147749 |
|---|---|
| Analysis finished | 2024-07-29 15:12:09.315112 |
| Duration | 21.17 seconds |
| Software version | ydata-profiling vv4.6.5 |
| Download configuration | config.json |
AQI
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 5810 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 248.43848 |
| Minimum | 0.0058173775 |
|---|---|
| Maximum | 499.85883 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0.0058173775 |
|---|---|
| 5-th percentile | 25.439463 |
| Q1 | 122.95129 |
| median | 249.12784 |
| Q3 | 373.63066 |
| 95-th percentile | 475.71866 |
| Maximum | 499.85883 |
| Range | 499.853 |
| Interquartile range (IQR) | 250.67937 |
Descriptive statistics
| Standard deviation | 144.77763 |
|---|---|
| Coefficient of variation (CV) | 0.58275045 |
| Kurtosis | -1.2066586 |
| Mean | 248.43848 |
| Median Absolute Deviation (MAD) | 125.45379 |
| Skewness | 0.010608134 |
| Sum | 1443676 |
| Variance | 20960.564 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 365.74823 | 2 | < 0.1% |
| 187.2700653 | 1 | < 0.1% |
| 35.05406952 | 1 | < 0.1% |
| 278.5202637 | 1 | < 0.1% |
| 439.6651001 | 1 | < 0.1% |
| 84.10182953 | 1 | < 0.1% |
| 209.5914307 | 1 | < 0.1% |
| 20.95760918 | 1 | < 0.1% |
| 413.651062 | 1 | < 0.1% |
| 78.40634918 | 1 | < 0.1% |
| Other values (5800) | 5800 |
| Value | Count | Frequency (%) |
| 0.005817377474 | 1 | |
| 0.01535942312 | 1 | |
| 0.06734650582 | 1 | |
| 0.1135191098 | 1 | |
| 0.2989694178 | 1 | |
| 0.3266953826 | 1 | |
| 0.4717076421 | 1 | |
| 0.5560470819 | 1 | |
| 0.6768128872 | 1 | |
| 0.7369110584 | 1 |
| Value | Count | Frequency (%) |
| 499.8588257 | 1 | |
| 499.7788391 | 1 | |
| 499.7068481 | 1 | |
| 499.6751404 | 1 | |
| 499.4463196 | 1 | |
| 499.3964539 | 1 | |
| 499.1737671 | 1 | |
| 498.967041 | 1 | |
| 498.9104309 | 1 | |
| 498.8746948 | 1 |
PM10
Real number (ℝ)
UNIQUE 
| Distinct | 5811 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 148.655 |
| Minimum | 0.01584808 |
|---|---|
| Maximum | 299.90195 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0.01584808 |
|---|---|
| 5-th percentile | 14.747903 |
| Q1 | 75.374954 |
| median | 147.63499 |
| Q3 | 222.43676 |
| 95-th percentile | 283.01782 |
| Maximum | 299.90195 |
| Range | 299.88611 |
| Interquartile range (IQR) | 147.06181 |
Descriptive statistics
| Standard deviation | 85.698502 |
|---|---|
| Coefficient of variation (CV) | 0.57649257 |
| Kurtosis | -1.17477 |
| Mean | 148.655 |
| Median Absolute Deviation (MAD) | 73.473175 |
| Skewness | 0.019243203 |
| Sum | 863834.19 |
| Variance | 7344.2329 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 295.8530273 | 1 | < 0.1% |
| 118.0058517 | 1 | < 0.1% |
| 290.1639709 | 1 | < 0.1% |
| 250.6712189 | 1 | < 0.1% |
| 114.9304276 | 1 | < 0.1% |
| 89.41275787 | 1 | < 0.1% |
| 85.65752411 | 1 | < 0.1% |
| 135.1747437 | 1 | < 0.1% |
| 166.1825256 | 1 | < 0.1% |
| 245.9604492 | 1 | < 0.1% |
| Other values (5801) | 5801 |
| Value | Count | Frequency (%) |
| 0.0158480797 | 1 | |
| 0.0722623542 | 1 | |
| 0.07230140269 | 1 | |
| 0.0728803277 | 1 | |
| 0.1204632074 | 1 | |
| 0.1230868325 | 1 | |
| 0.2150576115 | 1 | |
| 0.2368533313 | 1 | |
| 0.2717505693 | 1 | |
| 0.282912761 | 1 |
| Value | Count | Frequency (%) |
| 299.901947 | 1 | |
| 299.8515625 | 1 | |
| 299.8381958 | 1 | |
| 299.8005371 | 1 | |
| 299.7621765 | 1 | |
| 299.6714172 | 1 | |
| 299.5852051 | 1 | |
| 299.5682373 | 1 | |
| 299.5680847 | 1 | |
| 299.5263672 | 1 |
PM2_5
Real number (ℝ)
| Distinct | 5809 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.22371 |
| Minimum | 0.031548917 |
|---|---|
| Maximum | 199.98497 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0.031548917 |
|---|---|
| 5-th percentile | 9.6684237 |
| Q1 | 49.435171 |
| median | 100.50634 |
| Q3 | 151.34026 |
| 95-th percentile | 190.81539 |
| Maximum | 199.98497 |
| Range | 199.95341 |
| Interquartile range (IQR) | 101.90508 |
Descriptive statistics
| Standard deviation | 58.096615 |
|---|---|
| Coefficient of variation (CV) | 0.57966935 |
| Kurtosis | -1.205647 |
| Mean | 100.22371 |
| Median Absolute Deviation (MAD) | 50.931225 |
| Skewness | -0.0028343343 |
| Sum | 582400 |
| Variance | 3375.2166 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 166.4451599 | 2 | < 0.1% |
| 138.6851654 | 2 | < 0.1% |
| 13.03856087 | 1 | < 0.1% |
| 132.5606232 | 1 | < 0.1% |
| 72.87365723 | 1 | < 0.1% |
| 137.6818695 | 1 | < 0.1% |
| 192.120163 | 1 | < 0.1% |
| 171.2488098 | 1 | < 0.1% |
| 11.61266804 | 1 | < 0.1% |
| 5.290901184 | 1 | < 0.1% |
| Other values (5799) | 5799 |
| Value | Count | Frequency (%) |
| 0.03154891729 | 1 | |
| 0.05049089715 | 1 | |
| 0.06194638461 | 1 | |
| 0.06603185087 | 1 | |
| 0.1108369157 | 1 | |
| 0.1707394868 | 1 | |
| 0.2291901261 | 1 | |
| 0.2407227755 | 1 | |
| 0.2639738023 | 1 | |
| 0.2667278945 | 1 |
| Value | Count | Frequency (%) |
| 199.9849701 | 1 | |
| 199.9610291 | 1 | |
| 199.8918152 | 1 | |
| 199.8299103 | 1 | |
| 199.7689667 | 1 | |
| 199.75 | 1 | |
| 199.7397003 | 1 | |
| 199.7295837 | 1 | |
| 199.72229 | 1 | |
| 199.6613922 | 1 |
NO2
Real number (ℝ)
UNIQUE 
| Distinct | 5811 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 102.29345 |
| Minimum | 0.0096247792 |
|---|---|
| Maximum | 199.98019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0.0096247792 |
|---|---|
| 5-th percentile | 10.842656 |
| Q1 | 53.538538 |
| median | 102.98774 |
| Q3 | 151.65852 |
| 95-th percentile | 190.59554 |
| Maximum | 199.98019 |
| Range | 199.97057 |
| Interquartile range (IQR) | 98.119978 |
Descriptive statistics
| Standard deviation | 57.713173 |
|---|---|
| Coefficient of variation (CV) | 0.56419229 |
| Kurtosis | -1.1887739 |
| Mean | 102.29345 |
| Median Absolute Deviation (MAD) | 49.118706 |
| Skewness | -0.053588707 |
| Sum | 594427.21 |
| Variance | 3330.8103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.639263153 | 1 | < 0.1% |
| 122.579689 | 1 | < 0.1% |
| 197.8729248 | 1 | < 0.1% |
| 174.9940338 | 1 | < 0.1% |
| 110.4820938 | 1 | < 0.1% |
| 163.8795624 | 1 | < 0.1% |
| 189.5725555 | 1 | < 0.1% |
| 24.94475365 | 1 | < 0.1% |
| 24.050354 | 1 | < 0.1% |
| 159.9357605 | 1 | < 0.1% |
| Other values (5801) | 5801 |
| Value | Count | Frequency (%) |
| 0.009624779224 | 1 | |
| 0.06141500548 | 1 | |
| 0.1019978002 | 1 | |
| 0.1223270297 | 1 | |
| 0.1983729005 | 1 | |
| 0.1997984499 | 1 | |
| 0.2486877739 | 1 | |
| 0.4161278307 | 1 | |
| 0.4990907311 | 1 | |
| 0.5043523312 | 1 |
| Value | Count | Frequency (%) |
| 199.9801941 | 1 | |
| 199.9742889 | 1 | |
| 199.9312592 | 1 | |
| 199.8598938 | 1 | |
| 199.7885895 | 1 | |
| 199.765213 | 1 | |
| 199.7388458 | 1 | |
| 199.7307892 | 1 | |
| 199.7050171 | 1 | |
| 199.6503601 | 1 |
SO2
Real number (ℝ)
UNIQUE 
| Distinct | 5811 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.456838 |
| Minimum | 0.011023181 |
|---|---|
| Maximum | 99.969559 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0.011023181 |
|---|---|
| 5-th percentile | 5.2050974 |
| Q1 | 24.887263 |
| median | 49.530167 |
| Q3 | 73.346615 |
| 95-th percentile | 94.994556 |
| Maximum | 99.969559 |
| Range | 99.958534 |
| Interquartile range (IQR) | 48.459352 |
Descriptive statistics
| Standard deviation | 28.530329 |
|---|---|
| Coefficient of variation (CV) | 0.57687329 |
| Kurtosis | -1.1687771 |
| Mean | 49.456838 |
| Median Absolute Deviation (MAD) | 24.24494 |
| Skewness | 0.025573891 |
| Sum | 287393.69 |
| Variance | 813.97968 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 66.16114807 | 1 | < 0.1% |
| 47.82720566 | 1 | < 0.1% |
| 76.72885895 | 1 | < 0.1% |
| 33.39563751 | 1 | < 0.1% |
| 15.89074802 | 1 | < 0.1% |
| 40.65991592 | 1 | < 0.1% |
| 83.08462524 | 1 | < 0.1% |
| 90.41404724 | 1 | < 0.1% |
| 90.91742706 | 1 | < 0.1% |
| 85.95923615 | 1 | < 0.1% |
| Other values (5801) | 5801 |
| Value | Count | Frequency (%) |
| 0.01102318056 | 1 | |
| 0.01251387596 | 1 | |
| 0.01948623359 | 1 | |
| 0.02408839948 | 1 | |
| 0.02452905104 | 1 | |
| 0.1091541052 | 1 | |
| 0.1242878661 | 1 | |
| 0.1447220594 | 1 | |
| 0.1450316608 | 1 | |
| 0.1652488112 | 1 |
| Value | Count | Frequency (%) |
| 99.96955872 | 1 | |
| 99.95983887 | 1 | |
| 99.95088196 | 1 | |
| 99.9450531 | 1 | |
| 99.9410553 | 1 | |
| 99.92765045 | 1 | |
| 99.91370392 | 1 | |
| 99.89337158 | 1 | |
| 99.87928772 | 1 | |
| 99.84169769 | 1 |
O3
Real number (ℝ)
| Distinct | 5808 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 149.31243 |
| Minimum | 0.0016610028 |
|---|---|
| Maximum | 299.9368 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0.0016610028 |
|---|---|
| 5-th percentile | 15.164336 |
| Q1 | 73.999664 |
| median | 149.55988 |
| Q3 | 223.38013 |
| 95-th percentile | 284.47057 |
| Maximum | 299.9368 |
| Range | 299.93515 |
| Interquartile range (IQR) | 149.38046 |
Descriptive statistics
| Standard deviation | 86.534241 |
|---|---|
| Coefficient of variation (CV) | 0.57955148 |
| Kurtosis | -1.2061068 |
| Mean | 149.31243 |
| Median Absolute Deviation (MAD) | 74.930466 |
| Skewness | 0.01118201 |
| Sum | 867654.53 |
| Variance | 7488.1748 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 282.354126 | 2 | < 0.1% |
| 269.1383362 | 2 | < 0.1% |
| 172.68927 | 2 | < 0.1% |
| 265.5737305 | 1 | < 0.1% |
| 247.3733826 | 1 | < 0.1% |
| 214.9118958 | 1 | < 0.1% |
| 131.9894257 | 1 | < 0.1% |
| 191.1349792 | 1 | < 0.1% |
| 288.5057983 | 1 | < 0.1% |
| 170.5977631 | 1 | < 0.1% |
| Other values (5798) | 5798 |
| Value | Count | Frequency (%) |
| 0.001661002752 | 1 | |
| 0.02024929412 | 1 | |
| 0.02927086875 | 1 | |
| 0.1033103988 | 1 | |
| 0.119907774 | 1 | |
| 0.2443851978 | 1 | |
| 0.3081415892 | 1 | |
| 0.3750382662 | 1 | |
| 0.4394979179 | 1 | |
| 0.4571681619 | 1 |
| Value | Count | Frequency (%) |
| 299.9367981 | 1 | |
| 299.9196167 | 1 | |
| 299.9091492 | 1 | |
| 299.690918 | 1 | |
| 299.6448975 | 1 | |
| 299.6341248 | 1 | |
| 299.6017761 | 1 | |
| 299.5828857 | 1 | |
| 299.5488892 | 1 | |
| 299.5338745 | 1 |
Temperature
Real number (ℝ)
| Distinct | 5810 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.9755 |
| Minimum | -9.9909983 |
|---|---|
| Maximum | 39.963436 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1152 |
| Negative (%) | 19.8% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | -9.9909983 |
|---|---|
| 5-th percentile | -7.6434305 |
| Q1 | 2.4814998 |
| median | 14.942428 |
| Q3 | 27.465374 |
| 95-th percentile | 37.530075 |
| Maximum | 39.963436 |
| Range | 49.954433 |
| Interquartile range (IQR) | 24.983874 |
Descriptive statistics
| Standard deviation | 14.483068 |
|---|---|
| Coefficient of variation (CV) | 0.96711749 |
| Kurtosis | -1.2030932 |
| Mean | 14.9755 |
| Median Absolute Deviation (MAD) | 12.511754 |
| Skewness | 0.004898516 |
| Sum | 87022.628 |
| Variance | 209.75925 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 27.26694489 | 2 | < 0.1% |
| 5.150334835 | 1 | < 0.1% |
| 10.71632195 | 1 | < 0.1% |
| 8.951398849 | 1 | < 0.1% |
| 0.8533828855 | 1 | < 0.1% |
| 35.8188591 | 1 | < 0.1% |
| -7.174813747 | 1 | < 0.1% |
| 4.633405209 | 1 | < 0.1% |
| 36.04862213 | 1 | < 0.1% |
| 15.22699451 | 1 | < 0.1% |
| Other values (5800) | 5800 |
| Value | Count | Frequency (%) |
| -9.990998268 | 1 | |
| -9.970262527 | 1 | |
| -9.967556953 | 1 | |
| -9.965476036 | 1 | |
| -9.955913544 | 1 | |
| -9.938031197 | 1 | |
| -9.935206413 | 1 | |
| -9.931903839 | 1 | |
| -9.930357933 | 1 | |
| -9.920458794 | 1 |
| Value | Count | Frequency (%) |
| 39.96343613 | 1 | |
| 39.9620285 | 1 | |
| 39.9589386 | 1 | |
| 39.95412827 | 1 | |
| 39.9418869 | 1 | |
| 39.93747711 | 1 | |
| 39.93000412 | 1 | |
| 39.92369461 | 1 | |
| 39.91173553 | 1 | |
| 39.90759277 | 1 |
Humidity
Real number (ℝ)
UNIQUE 
| Distinct | 5811 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 54.776853 |
| Minimum | 10.001506 |
|---|---|
| Maximum | 99.99749 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 10.001506 |
|---|---|
| 5-th percentile | 14.752562 |
| Q1 | 31.995261 |
| median | 54.543903 |
| Q3 | 77.64164 |
| 95-th percentile | 95.42519 |
| Maximum | 99.99749 |
| Range | 89.995987 |
| Interquartile range (IQR) | 45.646379 |
Descriptive statistics
| Standard deviation | 26.020786 |
|---|---|
| Coefficient of variation (CV) | 0.47503252 |
| Kurtosis | -1.209155 |
| Mean | 54.776853 |
| Median Absolute Deviation (MAD) | 22.827192 |
| Skewness | 0.023062775 |
| Sum | 318308.29 |
| Variance | 677.0813 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 84.42434692 | 1 | < 0.1% |
| 22.21188354 | 1 | < 0.1% |
| 89.72063446 | 1 | < 0.1% |
| 70.17338562 | 1 | < 0.1% |
| 19.16438293 | 1 | < 0.1% |
| 92.37653351 | 1 | < 0.1% |
| 54.5261879 | 1 | < 0.1% |
| 86.60997772 | 1 | < 0.1% |
| 40.4581604 | 1 | < 0.1% |
| 58.58655167 | 1 | < 0.1% |
| Other values (5801) | 5801 |
| Value | Count | Frequency (%) |
| 10.00150585 | 1 | |
| 10.00842381 | 1 | |
| 10.05516052 | 1 | |
| 10.1298027 | 1 | |
| 10.13000202 | 1 | |
| 10.15334415 | 1 | |
| 10.16598892 | 1 | |
| 10.16685581 | 1 | |
| 10.16770458 | 1 | |
| 10.18140125 | 1 |
| Value | Count | Frequency (%) |
| 99.99748993 | 1 | |
| 99.99015045 | 1 | |
| 99.98413849 | 1 | |
| 99.92414093 | 1 | |
| 99.91989899 | 1 | |
| 99.90353394 | 1 | |
| 99.88817596 | 1 | |
| 99.86263275 | 1 | |
| 99.85700989 | 1 | |
| 99.84602356 | 1 |
WindSpeed
Real number (ℝ)
| Distinct | 5810 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9891773 |
| Minimum | 0.0020942159 |
|---|---|
| Maximum | 19.99914 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 0.0020942159 |
|---|---|
| 5-th percentile | 0.92997858 |
| Q1 | 4.9523432 |
| median | 10.051742 |
| Q3 | 14.97184 |
| 95-th percentile | 18.91118 |
| Maximum | 19.99914 |
| Range | 19.997046 |
| Interquartile range (IQR) | 10.019497 |
Descriptive statistics
| Standard deviation | 5.7769499 |
|---|---|
| Coefficient of variation (CV) | 0.57832089 |
| Kurtosis | -1.2130239 |
| Mean | 9.9891773 |
| Median Absolute Deviation (MAD) | 5.0089517 |
| Skewness | -0.011077888 |
| Sum | 58047.11 |
| Variance | 33.37315 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.02639389 | 2 | < 0.1% |
| 6.137755394 | 1 | < 0.1% |
| 8.176369667 | 1 | < 0.1% |
| 17.23000145 | 1 | < 0.1% |
| 3.692422628 | 1 | < 0.1% |
| 12.7224102 | 1 | < 0.1% |
| 10.03281689 | 1 | < 0.1% |
| 15.75815296 | 1 | < 0.1% |
| 8.116394043 | 1 | < 0.1% |
| 10.28820324 | 1 | < 0.1% |
| Other values (5800) | 5800 |
| Value | Count | Frequency (%) |
| 0.002094215946 | 1 | |
| 0.00622025039 | 1 | |
| 0.007748259231 | 1 | |
| 0.009946300648 | 1 | |
| 0.01054170076 | 1 | |
| 0.01055687387 | 1 | |
| 0.01118187793 | 1 | |
| 0.01148023363 | 1 | |
| 0.01244941168 | 1 | |
| 0.01256385818 | 1 |
| Value | Count | Frequency (%) |
| 19.99913979 | 1 | |
| 19.99682617 | 1 | |
| 19.99518394 | 1 | |
| 19.99344635 | 1 | |
| 19.98798752 | 1 | |
| 19.98325157 | 1 | |
| 19.97122192 | 1 | |
| 19.96693611 | 1 | |
| 19.96232605 | 1 | |
| 19.96064568 | 1 |
RespiratoryCases
Real number (ℝ)
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.9741869 |
| Minimum | 1 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 10 |
| Q3 | 12 |
| 95-th percentile | 15 |
| Maximum | 23 |
| Range | 22 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.1292339 |
|---|---|
| Coefficient of variation (CV) | 0.31373323 |
| Kurtosis | 0.09532086 |
| Mean | 9.9741869 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.25586575 |
| Sum | 57960 |
| Variance | 9.7921047 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 762 | |
| 10 | 751 | |
| 11 | 679 | |
| 8 | 634 | |
| 12 | 560 | |
| 7 | 475 | |
| 13 | 435 | |
| 6 | 351 | |
| 14 | 295 | 5.1% |
| 5 | 238 | 4.1% |
| Other values (13) | 631 |
| Value | Count | Frequency (%) |
| 1 | 4 | 0.1% |
| 2 | 16 | 0.3% |
| 3 | 48 | 0.8% |
| 4 | 114 | 2.0% |
| 5 | 238 | 4.1% |
| 6 | 351 | |
| 7 | 475 | |
| 8 | 634 | |
| 9 | 762 | |
| 10 | 751 |
| Value | Count | Frequency (%) |
| 23 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 21 | 4 | 0.1% |
| 20 | 11 | 0.2% |
| 19 | 21 | 0.4% |
| 18 | 41 | 0.7% |
| 17 | 72 | 1.2% |
| 16 | 109 | 1.9% |
| 15 | 189 | |
| 14 | 295 |
CardiovascularCases
Real number (ℝ)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9889864 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 39 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.2167915 |
|---|---|
| Coefficient of variation (CV) | 0.44433704 |
| Kurtosis | 0.23011702 |
| Mean | 4.9889864 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.44566381 |
| Sum | 28991 |
| Variance | 4.9141644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 1062 | |
| 5 | 1033 | |
| 6 | 864 | |
| 3 | 813 | |
| 7 | 577 | |
| 2 | 448 | |
| 8 | 376 | 6.5% |
| 1 | 210 | 3.6% |
| 9 | 208 | 3.6% |
| 10 | 107 | 1.8% |
| Other values (5) | 113 | 1.9% |
| Value | Count | Frequency (%) |
| 0 | 39 | 0.7% |
| 1 | 210 | 3.6% |
| 2 | 448 | |
| 3 | 813 | |
| 4 | 1062 | |
| 5 | 1033 | |
| 6 | 864 | |
| 7 | 577 | |
| 8 | 376 | 6.5% |
| 9 | 208 | 3.6% |
| Value | Count | Frequency (%) |
| 14 | 6 | 0.1% |
| 13 | 7 | 0.1% |
| 12 | 14 | 0.2% |
| 11 | 47 | 0.8% |
| 10 | 107 | 1.8% |
| 9 | 208 | 3.6% |
| 8 | 376 | 6.5% |
| 7 | 577 | |
| 6 | 864 | |
| 5 | 1033 |
HospitalAdmissions
Real number (ℝ)
ZEROS 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0010325 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 772 |
| Zeros (%) | 13.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3987943 |
|---|---|
| Coefficient of variation (CV) | 0.69903625 |
| Kurtosis | 0.77095992 |
| Mean | 2.0010325 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.71532325 |
| Sum | 11628 |
| Variance | 1.9566254 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 1615 | |
| 1 | 1552 | |
| 3 | 1041 | |
| 0 | 772 | |
| 4 | 561 | 9.7% |
| 5 | 179 | 3.1% |
| 6 | 60 | 1.0% |
| 7 | 28 | 0.5% |
| 8 | 2 | < 0.1% |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 772 | |
| 1 | 1552 | |
| 2 | 1615 | |
| 3 | 1041 | |
| 4 | 561 | 9.7% |
| 5 | 179 | 3.1% |
| 6 | 60 | 1.0% |
| 7 | 28 | 0.5% |
| 8 | 2 | < 0.1% |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 28 | 0.5% |
| 6 | 60 | 1.0% |
| 5 | 179 | 3.1% |
| 4 | 561 | 9.7% |
| 3 | 1041 | |
| 2 | 1615 | |
| 1 | 1552 | |
| 0 | 772 |
HealthImpactScore
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1528 |
|---|---|
| Distinct (%) | 26.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.785223 |
| Minimum | 22.448488 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 22.8 KiB |
Quantile statistics
| Minimum | 22.448488 |
|---|---|
| 5-th percentile | 61.621037 |
| Q1 | 98.203056 |
| median | 100 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 77.551514 |
| Interquartile range (IQR) | 1.7969437 |
Descriptive statistics
| Standard deviation | 13.318905 |
|---|---|
| Coefficient of variation (CV) | 0.14201496 |
| Kurtosis | 5.0490422 |
| Mean | 93.785223 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.3507092 |
| Sum | 544985.93 |
| Variance | 177.39322 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 4284 | |
| 76.95124817 | 1 | < 0.1% |
| 96.69551086 | 1 | < 0.1% |
| 75.65791321 | 1 | < 0.1% |
| 92.38387299 | 1 | < 0.1% |
| 91.03609467 | 1 | < 0.1% |
| 98.74639893 | 1 | < 0.1% |
| 72.44568634 | 1 | < 0.1% |
| 99.26220703 | 1 | < 0.1% |
| 67.97135162 | 1 | < 0.1% |
| Other values (1518) | 1518 | 26.1% |
| Value | Count | Frequency (%) |
| 22.44848824 | 1 | |
| 24.5252037 | 1 | |
| 25.50210571 | 1 | |
| 25.97425461 | 1 | |
| 28.20787048 | 1 | |
| 29.12572479 | 1 | |
| 30.07531166 | 1 | |
| 30.36044502 | 1 | |
| 30.39922142 | 1 | |
| 30.47636223 | 1 |
| Value | Count | Frequency (%) |
| 100 | 4284 | |
| 99.98575592 | 1 | < 0.1% |
| 99.98537445 | 1 | < 0.1% |
| 99.9108963 | 1 | < 0.1% |
| 99.78769684 | 1 | < 0.1% |
| 99.78636932 | 1 | < 0.1% |
| 99.73162079 | 1 | < 0.1% |
| 99.71383667 | 1 | < 0.1% |
| 99.6671524 | 1 | < 0.1% |
| 99.63839722 | 1 | < 0.1% |
HealthImpactClass
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 45.5 KiB |
| 0.0 | |
|---|---|
| 1.0 | |
| 2.0 | 273 |
| 3.0 | 95 |
| 4.0 | 56 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 17433 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 4808 | |
| 1.0 | 579 | 10.0% |
| 2.0 | 273 | 4.7% |
| 3.0 | 95 | 1.6% |
| 4.0 | 56 | 1.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 4808 | |
| 1.0 | 579 | 10.0% |
| 2.0 | 273 | 4.7% |
| 3.0 | 95 | 1.6% |
| 4.0 | 56 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10619 | |
| . | 5811 | |
| 1 | 579 | 3.3% |
| 2 | 273 | 1.6% |
| 3 | 95 | 0.5% |
| 4 | 56 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 11622 | |
| Other Punctuation | 5811 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 10619 | |
| 1 | 579 | 5.0% |
| 2 | 273 | 2.3% |
| 3 | 95 | 0.8% |
| 4 | 56 | 0.5% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5811 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 17433 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 10619 | |
| . | 5811 | |
| 1 | 579 | 3.3% |
| 2 | 273 | 1.6% |
| 3 | 95 | 0.5% |
| 4 | 56 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 17433 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 10619 | |
| . | 5811 | |
| 1 | 579 | 3.3% |
| 2 | 273 | 1.6% |
| 3 | 95 | 0.5% |
| 4 | 56 | 0.3% |
| AQI | CardiovascularCases | HealthImpactClass | HealthImpactScore | HospitalAdmissions | Humidity | NO2 | O3 | PM10 | PM2_5 | RespiratoryCases | SO2 | Temperature | WindSpeed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AQI | 1.000 | 0.010 | 0.318 | 0.716 | -0.012 | -0.004 | 0.008 | 0.002 | 0.023 | 0.006 | 0.008 | -0.007 | 0.004 | -0.019 |
| CardiovascularCases | 0.010 | 1.000 | 0.000 | 0.003 | -0.039 | -0.025 | -0.007 | 0.003 | 0.017 | 0.021 | -0.007 | -0.006 | 0.007 | 0.001 |
| HealthImpactClass | 0.318 | 0.000 | 1.000 | -0.661 | 0.022 | 0.001 | -0.100 | -0.122 | -0.133 | -0.168 | -0.016 | -0.016 | 0.007 | 0.009 |
| HealthImpactScore | 0.716 | 0.003 | -0.661 | 1.000 | -0.030 | -0.005 | 0.104 | 0.143 | 0.160 | 0.180 | 0.015 | 0.009 | -0.011 | -0.027 |
| HospitalAdmissions | -0.012 | -0.039 | 0.022 | -0.030 | 1.000 | -0.007 | -0.002 | -0.012 | -0.011 | -0.029 | 0.005 | -0.011 | 0.008 | -0.007 |
| Humidity | -0.004 | -0.025 | 0.001 | -0.005 | -0.007 | 1.000 | -0.011 | 0.004 | -0.017 | 0.006 | 0.008 | 0.001 | -0.000 | 0.021 |
| NO2 | 0.008 | -0.007 | -0.100 | 0.104 | -0.002 | -0.011 | 1.000 | -0.015 | 0.008 | 0.005 | 0.021 | -0.020 | 0.007 | -0.002 |
| O3 | 0.002 | 0.003 | -0.122 | 0.143 | -0.012 | 0.004 | -0.015 | 1.000 | -0.004 | 0.006 | -0.006 | -0.004 | -0.001 | -0.003 |
| PM10 | 0.023 | 0.017 | -0.133 | 0.160 | -0.011 | -0.017 | 0.008 | -0.004 | 1.000 | -0.013 | -0.008 | -0.007 | -0.017 | -0.019 |
| PM2_5 | 0.006 | 0.021 | -0.168 | 0.180 | -0.029 | 0.006 | 0.005 | 0.006 | -0.013 | 1.000 | 0.026 | 0.016 | -0.002 | 0.009 |
| RespiratoryCases | 0.008 | -0.007 | -0.016 | 0.015 | 0.005 | 0.008 | 0.021 | -0.006 | -0.008 | 0.026 | 1.000 | 0.012 | 0.008 | -0.008 |
| SO2 | -0.007 | -0.006 | -0.016 | 0.009 | -0.011 | 0.001 | -0.020 | -0.004 | -0.007 | 0.016 | 0.012 | 1.000 | -0.023 | -0.002 |
| Temperature | 0.004 | 0.007 | 0.007 | -0.011 | 0.008 | -0.000 | 0.007 | -0.001 | -0.017 | -0.002 | 0.008 | -0.023 | 1.000 | 0.001 |
| WindSpeed | -0.019 | 0.001 | 0.009 | -0.027 | -0.007 | 0.021 | -0.002 | -0.003 | -0.019 | 0.009 | -0.008 | -0.002 | 0.001 | 1.000 |
| AQI | PM10 | PM2_5 | NO2 | SO2 | O3 | Temperature | Humidity | WindSpeed | RespiratoryCases | CardiovascularCases | HospitalAdmissions | HealthImpactScore | HealthImpactClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 187.270065 | 295.853027 | 13.038561 | 6.639263 | 66.161148 | 54.624279 | 5.150335 | 84.424347 | 6.137755 | 7 | 5 | 1 | 97.244041 | 0.0 |
| 1 | 475.357147 | 246.254700 | 9.984497 | 16.318327 | 90.499519 | 169.621735 | 1.543378 | 46.851414 | 4.521421 | 10 | 2 | 0 | 100.000000 | 0.0 |
| 2 | 365.996979 | 84.443192 | 23.111340 | 96.317810 | 17.875851 | 9.006794 | 1.169483 | 17.806976 | 11.157384 | 13 | 3 | 0 | 100.000000 | 0.0 |
| 3 | 299.329254 | 21.020609 | 14.273403 | 81.234406 | 48.323616 | 93.161034 | 21.925276 | 99.473373 | 15.302500 | 8 | 8 | 1 | 100.000000 | 0.0 |
| 4 | 78.009323 | 16.987667 | 152.111618 | 121.235458 | 90.866165 | 241.795135 | 9.217517 | 24.906837 | 14.534734 | 9 | 0 | 1 | 95.182640 | 0.0 |
| 5 | 77.997261 | 36.113445 | 97.113243 | 87.769562 | 32.261208 | 136.999710 | -1.441781 | 32.635902 | 4.675127 | 13 | 5 | 2 | 70.361488 | 1.0 |
| 6 | 29.041805 | 174.230576 | 68.578415 | 186.815369 | 96.766418 | 44.982395 | 34.378593 | 24.679304 | 6.610047 | 10 | 2 | 2 | 65.819946 | 1.0 |
| 7 | 433.088074 | 278.629028 | 83.673782 | 106.947945 | 9.707749 | 131.566010 | 33.707436 | 40.373158 | 17.376644 | 11 | 8 | 1 | 100.000000 | 0.0 |
| 8 | 300.557495 | 149.023026 | 185.789352 | 138.745209 | 90.267120 | 59.409878 | 33.123146 | 36.035213 | 14.464875 | 8 | 6 | 4 | 100.000000 | 0.0 |
| 9 | 354.036285 | 252.883652 | 182.150360 | 179.297058 | 44.521214 | 117.957436 | 9.537247 | 64.099205 | 14.253878 | 13 | 5 | 1 | 100.000000 | 0.0 |
| AQI | PM10 | PM2_5 | NO2 | SO2 | O3 | Temperature | Humidity | WindSpeed | RespiratoryCases | CardiovascularCases | HospitalAdmissions | HealthImpactScore | HealthImpactClass | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5801 | 50.077499 | 61.953949 | 195.157867 | 160.775269 | 20.680487 | 200.071152 | 16.191763 | 95.704651 | 7.372460 | 7 | 5 | 0 | 96.190674 | 0.0 |
| 5802 | 135.858795 | 290.946228 | 74.238594 | 64.097931 | 34.131260 | 167.559235 | -1.898692 | 60.633877 | 1.748650 | 8 | 7 | 0 | 100.000000 | 3.0 |
| 5803 | 407.977905 | 7.501234 | 4.512330 | 91.653099 | 22.857208 | 164.690933 | 26.798660 | 49.826202 | 19.176825 | 14 | 6 | 2 | 100.000000 | 3.0 |
| 5804 | 189.157806 | 235.734650 | 29.528698 | 144.257111 | 62.544201 | 153.249039 | 18.014042 | 42.360855 | 15.025267 | 9 | 3 | 1 | 100.000000 | 3.0 |
| 5805 | 44.198483 | 96.410988 | 5.267740 | 86.670242 | 3.955073 | 283.165466 | 11.995373 | 34.124317 | 12.414963 | 13 | 4 | 1 | 59.915001 | 1.0 |
| 5806 | 171.112762 | 11.246387 | 197.984634 | 158.643112 | 17.743679 | 280.370911 | 37.359322 | 61.707642 | 4.097129 | 14 | 5 | 2 | 100.000000 | 4.0 |
| 5807 | 490.691681 | 275.340759 | 55.774170 | 132.336868 | 29.334724 | 108.043495 | 34.532543 | 21.528555 | 6.682549 | 8 | 6 | 2 | 100.000000 | 3.0 |
| 5808 | 314.841797 | 41.892700 | 184.708557 | 82.105820 | 68.334579 | 105.568504 | 22.975563 | 92.725624 | 2.889698 | 12 | 2 | 3 | 100.000000 | 1.0 |
| 5809 | 208.080475 | 165.533783 | 199.177261 | 100.796387 | 87.586487 | 166.469543 | 36.090622 | 25.836287 | 10.722392 | 6 | 2 | 3 | 100.000000 | 4.0 |
| 5810 | 83.269257 | 82.216263 | 119.968246 | 193.440689 | 79.849174 | 28.681885 | 18.239090 | 77.096191 | 16.410320 | 14 | 2 | 2 | 81.668297 | 0.0 |